Option Trading with AI

Name: Option Trading with AI: XGBoost, Transformers & Quantized Models for the Retail Nifty Trader
Author: Shakti Tiwari

XGBoost, Transformers & Quantized Models for the Retail Nifty Trader — by Shakti Tiwari

📘 Get the Book on Amazon

About

Shakti Tiwari is a Nifty Option Trader, Research Analyst and XGBoost Expert. He teaches ordinary Indian retail traders to build their own AI trading model with free tools — no paid course, no black box. His book shows the full process: feature engineering, XGBoost, walk-forward backtesting, and risk discipline.

📘 The Book

Option Trading with AI

XGBoost, Transformers & Quantized Models for the Retail Nifty Trader.

Buy on Amazon India →

📚 Articles & Research

Why Images Make Trading Articles Rank Better (and How I Fixed My Pipeline)
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
5 AI Tools Indian Option Traders Should Try in 2026
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?

🔗 Connect

Disclaimer: This site is for education only and is not financial, investment, or trading advice. SEBI-registered research rules apply — verify everything before acting.

📝 Blog

robinhood-btc-clean
robinhood-btc-trading-guide
robinhood-btc-base64
robinhood-btc-final
nifty-24187-expiry-day-analysis-2026-07-21
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML

📝 Blog

robinhood-btc-clean
robinhood-btc-trading-guide
robinhood-btc-base64
robinhood-btc-final
nifty-24187-expiry-day-analysis-2026-07-21
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
Why Images Make Trading Articles Rank Better (and How I Fixed My Pipeline)
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
5 AI Tools Indian Option Traders Should Try in 2026
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?

📝 Blog

robinhood-btc-clean
robinhood-btc-trading-guide
robinhood-btc-base64
robinhood-btc-final
nifty-24187-expiry-day-analysis-2026-07-21
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
Why Images Make Trading Articles Rank Better (and How I Fixed My Pipeline)
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
5 AI Tools Indian Option Traders Should Try in 2026
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?

📝 Blog

robinhood-btc-clean
robinhood-btc-trading-guide
robinhood-btc-base64
robinhood-btc-final
nifty-24187-expiry-day-analysis-2026-07-21
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
Why Images Make Trading Articles Rank Better (and How I Fixed My Pipeline)
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
5 AI Tools Indian Option Traders Should Try in 2026
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?

📝 Blog

robinhood-btc-clean
robinhood-btc-trading-guide
robinhood-btc-base64
robinhood-btc-final
nifty-24187-expiry-day-analysis-2026-07-21
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
Why Images Make Trading Articles Rank Better (and How I Fixed My Pipeline)
Most Traders Lose in Options — But It's Time to Win With Backtesting + ML
It's Easy to Make Investment Decisions Now With AI — But Easy Doesn't Mean Automatic
Machine Learning and Opportunities: Where ML Actually Opens Doors (for Ordinary Indians)
AI Matlb Opportunities: Where the Real Window Is (for Ordinary Indians)
Option Trading ke liye apna Trading System kaise banaye — Research-based Process (Hinglish)
Beginner's Guide to Stocks: What Every New Retail Trader Should Know
Build Your Own Trading System: A Practical Framework for the Retail Nifty Trader
Build a Fully Automated Trading Bot with Claude Code — Regime Detection, Broker Connection & Risk Circuit Breakers
How to Train an AI Model on Your Own Face (LoRA on Flux) — and Why a Retail Trader Should Care
Is Fine-Tuning Large Language Models Still Worth It in 2026? What Traders and Builders Should Know
Claude Can Now Take Over Your Browser and Apply to Jobs — What AI Agents Mean for Traders
5 AI Tools Indian Option Traders Should Try in 2026
AI Tools for Indian Retail Traders in 2026 (That Actually Help)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
XGBoost for Nifty: Build a Small Trading Model in Python (No Paid Course)
Local AI vs Cloud AI: Do You Really Need a ₹4 Crore Server to Use AI for Trading?

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